snn: Stabilized Nearest Neighbor Classifier

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Implement K-nearest neighbor classifier, weighted nearest neighbor classifier, bagged nearest neighbor classifier, optimal weighted nearest neighbor classifier and stabilized nearest neighbor classifier, and perform model selection via 5 fold cross-validation for them. This package also provides functions for computing the classification error and classification instability of a classification procedure.

Author
Wei Sun, Xingye Qiao, and Guang Cheng
Date of publication
2015-08-23 10:22:09
Maintainer
Wei Sun <sunweisurrey8@gmail.com>
License
GPL-3
Version
1.1

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Man pages

cv.tune
Tuning via 5 fold Cross-Validation.
mybnn
Bagged Nearest Neighbor Classifier
mycis
Classification Instability
mydata
Data Generator
myerror
Classification Error
myknn
K Nearest Neighbor Classifier
myownn
Optimal Weighted Nearest Neighbor Classifier
mysnn
Stabilized Nearest Neighbor Classifier
mywnn
Weighted Nearest Neighbor Classifier
snn-package
Package for Stabilized Nearest Neighbor Classifier

Files in this package

snn
snn/NAMESPACE
snn/R
snn/R/myerror.R
snn/R/myownn.R
snn/R/mycis.R
snn/R/mywnn.R
snn/R/mydata.R
snn/R/cv.tune.R
snn/R/myknn.R
snn/R/mysnn.R
snn/R/mybnn.R
snn/MD5
snn/DESCRIPTION
snn/man
snn/man/snn-package.Rd
snn/man/mywnn.Rd
snn/man/cv.tune.Rd
snn/man/myownn.Rd
snn/man/myknn.Rd
snn/man/mysnn.Rd
snn/man/mydata.Rd
snn/man/mybnn.Rd
snn/man/myerror.Rd
snn/man/mycis.Rd